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Advanced Methods of Remote Sensing

Type of study Doctoral
Language of instruction English
Code 548-0950/02
Abbreviation PMDPZ
Course title Advanced Methods of Remote Sensing
Credits 10
Coordinating department Department of Geoinformatics
Course coordinator prof. Ing. Jiří Horák, Dr.

Osnova předmětu

Radiometric and atmospherical corrections
Filtration, edge detectors, Laplacian operators, Texture, local textural measures
Image segmentation methods
Fourier transformation. Hough transformation
Object-oriented clasification
Classification based on machine learning (deep learning, convolutional neural network).
Classification and uncertainty. Mixed pixels.
Image spectroscopy.
Radar systems
Lidar

Povinná literatura

LIU J.G, MASON P.J. Image Processing and GIS for Remote Sensing. Willey, 2016. ISBN 9781118724200 
LILLESAND T., KIEFER R., CHIPMAN J. Remote sensing and image interpretation. Wiley, 2015, 736 stran. ISBN: 978-1-118-34328-9 
BLASCHKE, T., LANG, S., HAY, G. (Eds.). Object-Based Image Analysis. Springer Lecture Notes in Geoinformation and Cartography, 2008, XVII, 817 p.
GRUBESIC, T.H., NELSON, J.R., 2020. UAVs and urban spatial analysis: an introduction. Springer, Cham. S. 206. ISBN 978-3-030-35865-5 .

Doporučená literatura

SMITH, R. B. Analyzing hyperspectral data. Microimages, Inc., 2013. Dostupné na https://www.microimages.com/documentation/Tutorials/hypanly.pdf
RICHARDS, J.A. Remote Sensing with Imaging Radar. Springer Verlag, 2009. ISBN: 3642020194 .
CHUVIECO, E. Fundamentals of satellite remote sensing: an environmental approach, Second edition. ed. CRC Press, Taylor & Francis Group, Boca Raton, 2016. S. 468. ISBN 978-1-4987-2805-8 
MOTT, H. Remote sensing with polarimetric radar. IEEE Press ; Wiley-Interscience, 2007. s. 309. ISBN 978-0-470-07476-3 


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